Loan

Dataset statistics

Number of variables	35
Number of observations	67463
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	18.0 MiB
Average record size in memory	280.0 B

Variable types

Numeric	21
Categorical	13
Boolean	1

Alerts

`Payment Plan` has constant value "False"	Constant
`Accounts Delinquent` has constant value "0"	Constant
`Loan Title` has a high cardinality: 109 distinct values	High cardinality
`ID` has unique values	Unique
`Delinquency - two years` has 52054 (77.2%) zeros	Zeros
`Inquires - six months` has 60486 (89.7%) zeros	Zeros

Reproduction

Analysis started	2022-12-01 15:53:35.372875
Analysis finished	2022-12-01 15:55:22.347730
Duration	1 minute and 46.97 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

ID
Real number (ℝ)

Distinct	67463
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25627608

Minimum	1297933
Maximum	72245779
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	1297933
5-th percentile	2281587.4
Q1	6570288
median	17915646
Q3	42715208
95-th percentile	63732607
Maximum	72245779
Range	70947846
Interquartile range (IQR)	36144920

Descriptive statistics

Standard deviation	21091554
Coefficient of variation (CV)	0.82300128
Kurtosis	-1.0899404
Mean	25627608
Median Absolute Deviation (MAD)	14302283
Skewness	0.55657739
Sum	1.7289153 × 10¹²
Variance	4.4485365 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
65087372	1	< 0.1%
67169611	1	< 0.1%
51765039	1	< 0.1%
31003776	1	< 0.1%
7030387	1	< 0.1%
24541254	1	< 0.1%
64224763	1	< 0.1%
10506056	1	< 0.1%
4004703	1	< 0.1%
18227383	1	< 0.1%
Other values (67453)	67453	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1297933	1	< 0.1%
1298156	1	< 0.1%
1298576	1	< 0.1%
1298988	1	< 0.1%
1299125	1	< 0.1%
1299130	1	< 0.1%
1300238	1	< 0.1%
1300577	1	< 0.1%
1300838	1	< 0.1%
1301081	1	< 0.1%

Value	Count	Frequency (%)
72245779	1	< 0.1%
72191501	1	< 0.1%
72187231	1	< 0.1%
72182515	1	< 0.1%
72134965	1	< 0.1%
72113342	1	< 0.1%
72101854	1	< 0.1%
72076506	1	< 0.1%
72065755	1	< 0.1%
72050446	1	< 0.1%

Loan Amount
Real number (ℝ)

Distinct	27525
Distinct (%)	40.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16848.903

Minimum	1014
Maximum	35000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	1014
5-th percentile	4485.1
Q1	10012
median	16073
Q3	22106
95-th percentile	31741
Maximum	35000
Range	33986
Interquartile range (IQR)	12094

Descriptive statistics

Standard deviation	8367.8657
Coefficient of variation (CV)	0.49664158
Kurtosis	-0.79813668
Mean	16848.903
Median Absolute Deviation (MAD)	6048
Skewness	0.28808301
Sum	1.1366775 × 10⁹
Variance	70021177
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15932	13	< 0.1%
14424	12	< 0.1%
15800	11	< 0.1%
15639	11	< 0.1%
15118	11	< 0.1%
14556	11	< 0.1%
14689	11	< 0.1%
15962	11	< 0.1%
15348	11	< 0.1%
15811	10	< 0.1%
Other values (27515)	67351	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1014	1	< 0.1%
1020	1	< 0.1%
1024	1	< 0.1%
1025	1	< 0.1%
1030	1	< 0.1%
1031	1	< 0.1%
1036	1	< 0.1%
1038	1	< 0.1%
1045	1	< 0.1%
1046	1	< 0.1%

Value	Count	Frequency (%)
35000	1	< 0.1%
34999	1	< 0.1%
34997	1	< 0.1%
34996	1	< 0.1%
34995	1	< 0.1%
34993	1	< 0.1%
34991	1	< 0.1%
34990	1	< 0.1%
34988	2	< 0.1%
34987	1	< 0.1%

Funded Amount
Real number (ℝ)

Distinct	24548
Distinct (%)	36.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15770.599

Minimum	1014
Maximum	34999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	1014
5-th percentile	5894.3
Q1	9266.5
median	13042
Q3	21793
95-th percentile	32112.8
Maximum	34999
Range	33985
Interquartile range (IQR)	12526.5

Descriptive statistics

Standard deviation	8150.9927
Coefficient of variation (CV)	0.51684737
Kurtosis	-0.61713242
Mean	15770.599
Median Absolute Deviation (MAD)	5097
Skewness	0.67263298
Sum	1.0639319 × 10⁹
Variance	66438681
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10835	16	< 0.1%
11034	15	< 0.1%
11451	14	< 0.1%
10728	14	< 0.1%
7691	14	< 0.1%
11187	14	< 0.1%
8860	13	< 0.1%
11080	13	< 0.1%
8795	13	< 0.1%
10946	13	< 0.1%
Other values (24538)	67324	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1014	1	< 0.1%
1032	1	< 0.1%
1080	1	< 0.1%
1087	1	< 0.1%
1098	1	< 0.1%
1153	1	< 0.1%
1154	1	< 0.1%
1163	1	< 0.1%
1179	1	< 0.1%
1236	1	< 0.1%

Value	Count	Frequency (%)
34999	2	< 0.1%
34998	2	< 0.1%
34995	1	< 0.1%
34994	1	< 0.1%
34993	1	< 0.1%
34988	1	< 0.1%
34986	2	< 0.1%
34983	1	< 0.1%
34982	2	< 0.1%
34977	1	< 0.1%

Funded Amount Investor
Real number (ℝ)

Distinct	67441
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14621.799

Minimum	1114.5902
Maximum	34999.746
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	1114.5902
5-th percentile	6327.9798
Q1	9831.685
median	12793.682
Q3	17807.594
95-th percentile	28884.736
Maximum	34999.746
Range	33885.156
Interquartile range (IQR)	7975.9091

Descriptive statistics

Standard deviation	6785.3452
Coefficient of variation (CV)	0.46405678
Kurtosis	0.46186792
Mean	14621.799
Median Absolute Deviation (MAD)	3564.6612
Skewness	0.99013878
Sum	9.8643045 × 10⁸
Variance	46040909
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12099.7183	2	< 0.1%
7890.447955	2	< 0.1%
13910.43024	2	< 0.1%
8879.914835	2	< 0.1%
12367.56806	2	< 0.1%
31818.45799	2	< 0.1%
10417.21663	2	< 0.1%
14861.31507	2	< 0.1%
14238.25035	2	< 0.1%
10936.53653	2	< 0.1%
Other values (67431)	67443	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1114.590204	1	< 0.1%
1127.754818	1	< 0.1%
1129.708853	1	< 0.1%
1242.527961	1	< 0.1%
1246.547591	1	< 0.1%
1250.787941	1	< 0.1%
1372.686804	1	< 0.1%
1441.583282	1	< 0.1%
1525.567016	1	< 0.1%
1537.528946	1	< 0.1%

Value	Count	Frequency (%)
34999.74643	1	< 0.1%
34999.43383	1	< 0.1%
34997.89175	1	< 0.1%
34996.88747	1	< 0.1%
34995.26246	1	< 0.1%
34993.60145	1	< 0.1%
34993.49979	1	< 0.1%
34990.5952	1	< 0.1%
34988.98401	1	< 0.1%
34987.513	1	< 0.1%

Term
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	527.2 KiB

59	43780
58	22226
36	1457

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	134926
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	59
2nd row	59
3rd row	59
4th row	59
5th row	59

Common Values

Value	Count	Frequency (%)
59	43780	64.9%
58	22226	32.9%
36	1457	2.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
59	43780	64.9%
58	22226	32.9%
36	1457	2.2%

Most occurring characters

Value	Count	Frequency (%)
5	66006	48.9%
9	43780	32.4%
8	22226	16.5%
3	1457	1.1%
6	1457	1.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	134926	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	66006	48.9%
9	43780	32.4%
8	22226	16.5%
3	1457	1.1%
6	1457	1.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	134926	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	66006	48.9%
9	43780	32.4%
8	22226	16.5%
3	1457	1.1%
6	1457	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	134926	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	66006	48.9%
9	43780	32.4%
8	22226	16.5%
3	1457	1.1%
6	1457	1.1%

Batch Enrolled
Categorical

Distinct	41
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	527.2 KiB

BAT3873588	3626
BAT1586599	3142
BAT1104812	2996
BAT2252229	2557
BAT2803411	2425
Other values (36)	52717

Length

Max length	10
Median length	10
Mean length	9.9867335
Min length	9

Characters and Unicode

Total characters	673735
Distinct characters	13
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	BAT2522922
2nd row	BAT1586599
3rd row	BAT2136391
4th row	BAT2428731
5th row	BAT5341619

Common Values

Value	Count	Frequency (%)
BAT3873588	3626	5.4%
BAT1586599	3142	4.7%
BAT1104812	2996	4.4%
BAT2252229	2557	3.8%
BAT2803411	2425	3.6%
BAT1780517	2403	3.6%
BAT1184694	2298	3.4%
BAT2078974	2290	3.4%
BAT2575549	2257	3.3%
BAT4694572	2248	3.3%
Other values (31)	41221	61.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
bat3873588	3626	5.4%
bat1586599	3142	4.7%
bat1104812	2996	4.4%
bat2252229	2557	3.8%
bat2803411	2425	3.6%
bat1780517	2403	3.6%
bat1184694	2298	3.4%
bat2078974	2290	3.4%
bat2575549	2257	3.3%
bat4694572	2248	3.3%
Other values (31)	41221	61.1%

Most occurring characters

Value	Count	Frequency (%)
2	69110	10.3%
B	67463	10.0%
A	67463	10.0%
T	67463	10.0%
1	65775	9.8%
5	54451	8.1%
4	54301	8.1%
8	46840	7.0%
3	45437	6.7%
9	40700	6.0%
Other values (3)	94732	14.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	471346	70.0%
Uppercase Letter	202389	30.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	69110	14.7%
1	65775	14.0%
5	54451	11.6%
4	54301	11.5%
8	46840	9.9%
3	45437	9.6%
9	40700	8.6%
6	38900	8.3%
7	36194	7.7%
0	19638	4.2%

Uppercase Letter

Value	Count	Frequency (%)
B	67463	33.3%
A	67463	33.3%
T	67463	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	471346	70.0%
Latin	202389	30.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	69110	14.7%
1	65775	14.0%
5	54451	11.6%
4	54301	11.5%
8	46840	9.9%
3	45437	9.6%
9	40700	8.6%
6	38900	8.3%
7	36194	7.7%
0	19638	4.2%

Latin

Value	Count	Frequency (%)
B	67463	33.3%
A	67463	33.3%
T	67463	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	673735	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	69110	10.3%
B	67463	10.0%
A	67463	10.0%
T	67463	10.0%
1	65775	9.8%
5	54451	8.1%
4	54301	8.1%
8	46840	7.0%
3	45437	6.7%
9	40700	6.0%
Other values (3)	94732	14.1%

Interest Rate
Real number (ℝ)

Distinct	67448
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.846258

Minimum	5.3200058
Maximum	27.182348
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	5.3200058
5-th percentile	6.1348234
Q1	9.2971472
median	11.377696
Q3	14.193533
95-th percentile	18.600114
Maximum	27.182348
Range	21.862342
Interquartile range (IQR)	4.8963859

Descriptive statistics

Standard deviation	3.7186287
Coefficient of variation (CV)	0.31390746
Kurtosis	0.1490136
Mean	11.846258
Median Absolute Deviation (MAD)	2.3790711
Skewness	0.56338284
Sum	799184.1
Variance	13.8282
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.191126068	2	< 0.1%
8.637499241	2	< 0.1%
9.996610601	2	< 0.1%
9.53034331	2	< 0.1%
11.97836961	2	< 0.1%
9.28661329	2	< 0.1%
9.031164731	2	< 0.1%
11.2653123	2	< 0.1%
17.97529763	2	< 0.1%
15.78960848	2	< 0.1%
Other values (67438)	67443	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.320005799	1	< 0.1%
5.320159165	1	< 0.1%
5.320433439	1	< 0.1%
5.320547017	1	< 0.1%
5.321130759	1	< 0.1%
5.321256189	1	< 0.1%
5.322212834	1	< 0.1%
5.322458098	1	< 0.1%
5.322651425	1	< 0.1%
5.322937103	1	< 0.1%

Value	Count	Frequency (%)
27.18234758	1	< 0.1%
27.07000405	1	< 0.1%
27.01820329	1	< 0.1%
26.9329474	1	< 0.1%
26.92044891	1	< 0.1%
26.83306079	1	< 0.1%
26.54588757	1	< 0.1%
26.51588192	1	< 0.1%
26.32641724	1	< 0.1%
26.31597117	1	< 0.1%

Grade
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	527.2 KiB

C	19085
B	18742
A	12055
D	8259
E	6446
Other values (2)	2876

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	67463
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	B
2nd row	C
3rd row	F
4th row	C
5th row	C

Common Values

Value	Count	Frequency (%)
C	19085	28.3%
B	18742	27.8%
A	12055	17.9%
D	8259	12.2%
E	6446	9.6%
F	2246	3.3%
G	630	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
c	19085	28.3%
b	18742	27.8%
a	12055	17.9%
d	8259	12.2%
e	6446	9.6%
f	2246	3.3%
g	630	0.9%

Most occurring characters

Value	Count	Frequency (%)
C	19085	28.3%
B	18742	27.8%
A	12055	17.9%
D	8259	12.2%
E	6446	9.6%
F	2246	3.3%
G	630	0.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	67463	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
C	19085	28.3%
B	18742	27.8%
A	12055	17.9%
D	8259	12.2%
E	6446	9.6%
F	2246	3.3%
G	630	0.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	67463	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
C	19085	28.3%
B	18742	27.8%
A	12055	17.9%
D	8259	12.2%
E	6446	9.6%
F	2246	3.3%
G	630	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	67463	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
C	19085	28.3%
B	18742	27.8%
A	12055	17.9%
D	8259	12.2%
E	6446	9.6%
F	2246	3.3%
G	630	0.9%

Sub Grade
Categorical

Distinct	35
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	527.2 KiB

B4	4462
C1	4188
B3	3999
A5	3540
B2	3520
Other values (30)	47754

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	134926
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	C4
2nd row	D3
3rd row	D4
4th row	C3
5th row	D4

Common Values

Value	Count	Frequency (%)
B4	4462	6.6%
C1	4188	6.2%
B3	3999	5.9%
A5	3540	5.2%
B2	3520	5.2%
B5	3408	5.1%
D1	3304	4.9%
C4	3250	4.8%
C2	3219	4.8%
C3	3121	4.6%
Other values (25)	31452	46.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
b4	4462	6.6%
c1	4188	6.2%
b3	3999	5.9%
a5	3540	5.2%
b2	3520	5.2%
b5	3408	5.1%
d1	3304	4.9%
c4	3250	4.8%
c2	3219	4.8%
c3	3121	4.6%
Other values (25)	31452	46.6%

Most occurring characters

Value	Count	Frequency (%)
B	18313	13.6%
C	16250	12.0%
1	14268	10.6%
4	13735	10.2%
2	13679	10.1%
5	13007	9.6%
3	12774	9.5%
D	11093	8.2%
A	10690	7.9%
E	6251	4.6%
Other values (2)	4866	3.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	67463	50.0%
Decimal Number	67463	50.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
B	18313	27.1%
C	16250	24.1%
D	11093	16.4%
A	10690	15.8%
E	6251	9.3%
F	3372	5.0%
G	1494	2.2%

Decimal Number

Value	Count	Frequency (%)
1	14268	21.1%
4	13735	20.4%
2	13679	20.3%
5	13007	19.3%
3	12774	18.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	67463	50.0%
Common	67463	50.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
B	18313	27.1%
C	16250	24.1%
D	11093	16.4%
A	10690	15.8%
E	6251	9.3%
F	3372	5.0%
G	1494	2.2%

Common

Value	Count	Frequency (%)
1	14268	21.1%
4	13735	20.4%
2	13679	20.3%
5	13007	19.3%
3	12774	18.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	134926	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
B	18313	13.6%
C	16250	12.0%
1	14268	10.6%
4	13735	10.2%
2	13679	10.1%
5	13007	9.6%
3	12774	9.5%
D	11093	8.2%
A	10690	7.9%
E	6251	4.6%
Other values (2)	4866	3.6%

Employment Duration
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	527.2 KiB

MORTGAGE	36351
RENT	24150
OWN	6962

Length

Max length	8
Median length	8
Mean length	6.0521175
Min length	3

Characters and Unicode

Total characters	408294
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	MORTGAGE
2nd row	RENT
3rd row	MORTGAGE
4th row	MORTGAGE
5th row	MORTGAGE

Common Values

Value	Count	Frequency (%)
MORTGAGE	36351	53.9%
RENT	24150	35.8%
OWN	6962	10.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
mortgage	36351	53.9%
rent	24150	35.8%
own	6962	10.3%

Most occurring characters

Value	Count	Frequency (%)
G	72702	17.8%
R	60501	14.8%
T	60501	14.8%
E	60501	14.8%
O	43313	10.6%
M	36351	8.9%
A	36351	8.9%
N	31112	7.6%
W	6962	1.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	408294	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
G	72702	17.8%
R	60501	14.8%
T	60501	14.8%
E	60501	14.8%
O	43313	10.6%
M	36351	8.9%
A	36351	8.9%
N	31112	7.6%
W	6962	1.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	408294	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
G	72702	17.8%
R	60501	14.8%
T	60501	14.8%
E	60501	14.8%
O	43313	10.6%
M	36351	8.9%
A	36351	8.9%
N	31112	7.6%
W	6962	1.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	408294	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
G	72702	17.8%
R	60501	14.8%
T	60501	14.8%
E	60501	14.8%
O	43313	10.6%
M	36351	8.9%
A	36351	8.9%
N	31112	7.6%
W	6962	1.7%

Home Ownership
Real number (ℝ)

Distinct	67454
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	80541.503

Minimum	14573.537
Maximum	406561.54
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	14573.537
5-th percentile	33448.726
Q1	51689.843
median	69335.833
Q3	94623.323
95-th percentile	168296.72
Maximum	406561.54
Range	391988
Interquartile range (IQR)	42933.479

Descriptive statistics

Standard deviation	45029.12
Coefficient of variation (CV)	0.55907972
Kurtosis	7.0277345
Mean	80541.503
Median Absolute Deviation (MAD)	20118.159
Skewness	2.1304881
Sum	5.4335714 × 10⁹
Variance	2.0276217 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39753.81982	2	< 0.1%
71159.7124	2	< 0.1%
61831.12988	2	< 0.1%
27139.67231	2	< 0.1%
35858.04083	2	< 0.1%
91745.81071	2	< 0.1%
37623.24185	2	< 0.1%
28714.13609	2	< 0.1%
58867.57595	2	< 0.1%
30224.43666	1	< 0.1%
Other values (67444)	67444	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14573.53717	1	< 0.1%
14652.37968	1	< 0.1%
14678.63863	1	< 0.1%
14788.61394	1	< 0.1%
14836.55226	1	< 0.1%
14859.64954	1	< 0.1%
14901.41773	1	< 0.1%
14938.0786	1	< 0.1%
14996.99281	1	< 0.1%
15013.52595	1	< 0.1%

Value	Count	Frequency (%)
406561.5364	1	< 0.1%
405697.0616	1	< 0.1%
404550.444	1	< 0.1%
401352.3764	1	< 0.1%
400877.5635	1	< 0.1%
400676.3457	1	< 0.1%
400348.8196	1	< 0.1%
399925.7864	1	< 0.1%
399103.7444	1	< 0.1%
398416.3107	1	< 0.1%

Verification Status
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	527.2 KiB

Source Verified	33036
Verified	18078
Not Verified	16349

Length

Max length	15
Median length	12
Mean length	12.397195
Min length	8

Characters and Unicode

Total characters	836352
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not Verified
2nd row	Source Verified
3rd row	Source Verified
4th row	Source Verified
5th row	Source Verified

Common Values

Value	Count	Frequency (%)
Source Verified	33036	49.0%
Verified	18078	26.8%
Not Verified	16349	24.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
verified	67463	57.7%
source	33036	28.3%
not	16349	14.0%

Most occurring characters

Value	Count	Frequency (%)
e	167962	20.1%
i	134926	16.1%
r	100499	12.0%
V	67463	8.1%
f	67463	8.1%
d	67463	8.1%
o	49385	5.9%
	49385	5.9%
S	33036	4.0%
u	33036	4.0%
Other values (3)	65734	7.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	670119	80.1%
Uppercase Letter	116848	14.0%
Space Separator	49385	5.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	167962	25.1%
i	134926	20.1%
r	100499	15.0%
f	67463	10.1%
d	67463	10.1%
o	49385	7.4%
u	33036	4.9%
c	33036	4.9%
t	16349	2.4%

Uppercase Letter

Value	Count	Frequency (%)
V	67463	57.7%
S	33036	28.3%
N	16349	14.0%

Space Separator

Value	Count	Frequency (%)
	49385	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	786967	94.1%
Common	49385	5.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	167962	21.3%
i	134926	17.1%
r	100499	12.8%
V	67463	8.6%
f	67463	8.6%
d	67463	8.6%
o	49385	6.3%
S	33036	4.2%
u	33036	4.2%
c	33036	4.2%
Other values (2)	32698	4.2%

Common

Value	Count	Frequency (%)
	49385	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	836352	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	167962	20.1%
i	134926	16.1%
r	100499	12.0%
V	67463	8.1%
f	67463	8.1%
d	67463	8.1%
o	49385	5.9%
	49385	5.9%
S	33036	4.0%
u	33036	4.0%
Other values (3)	65734	7.9%

Payment Plan
Boolean

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	66.0 KiB

False	67463

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	67463	100.0%

Loan Title
Categorical

Distinct	109
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	527.2 KiB

Credit card refinancing	30728
Debt consolidation	24841
Debt Consolidation	3544
Other	2455
Home improvement	2211
Other values (104)	3684

Length

Max length	26
Median length	25
Mean length	19.487778
Min length	2

Characters and Unicode

Total characters	1314704
Distinct characters	49
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Debt Consolidation
2nd row	Debt consolidation
3rd row	Debt Consolidation
4th row	Debt consolidation
5th row	Credit card refinancing

Common Values

Value	Count	Frequency (%)
Credit card refinancing	30728	45.5%
Debt consolidation	24841	36.8%
Debt Consolidation	3544	5.3%
Other	2455	3.6%
Home improvement	2211	3.3%
Major purchase	487	0.7%
Medical expenses	237	0.4%
Business	183	0.3%
Moving and relocation	157	0.2%
Car financing	135	0.2%
Other values (99)	2485	3.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
credit	31237	19.2%
card	31157	19.1%
refinancing	30728	18.9%
consolidation	29084	17.9%
debt	28860	17.7%
other	2455	1.5%
home	2420	1.5%
improvement	2307	1.4%
loan	567	0.3%
major	487	0.3%
Other values (48)	3524	2.2%

Most occurring characters

Value	Count	Frequency (%)
n	155395	11.8%
i	154663	11.8%
e	103084	7.8%
r	99573	7.6%
	95363	7.3%
t	94321	7.2%
a	94316	7.2%
o	94256	7.2%
d	92331	7.0%
c	88149	6.7%
Other values (39)	243253	18.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1146402	87.2%
Space Separator	95363	7.3%
Uppercase Letter	72868	5.5%
Decimal Number	58	< 0.1%
Dash Punctuation	13	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	155395	13.6%
i	154663	13.5%
e	103084	9.0%
r	99573	8.7%
t	94321	8.2%
a	94316	8.2%
o	94256	8.2%
d	92331	8.1%
c	88149	7.7%
f	31602	2.8%
Other values (13)	138712	12.1%

Uppercase Letter

Value	Count	Frequency (%)
C	35943	49.3%
D	28757	39.5%
O	2668	3.7%
H	2421	3.3%
M	941	1.3%
L	537	0.7%
B	270	0.4%
P	251	0.3%
I	200	0.3%
R	155	0.2%
Other values (10)	725	1.0%

Decimal Number

Value	Count	Frequency (%)
1	40	69.0%
2	6	10.3%
0	6	10.3%
3	6	10.3%

Space Separator

Value	Count	Frequency (%)
	95363	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	13	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1219270	92.7%
Common	95434	7.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	155395	12.7%
i	154663	12.7%
e	103084	8.5%
r	99573	8.2%
t	94321	7.7%
a	94316	7.7%
o	94256	7.7%
d	92331	7.6%
c	88149	7.2%
C	35943	2.9%
Other values (33)	207239	17.0%

Common

Value	Count	Frequency (%)
	95363	99.9%
1	40	< 0.1%
-	13	< 0.1%
2	6	< 0.1%
0	6	< 0.1%
3	6	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1314704	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	155395	11.8%
i	154663	11.8%
e	103084	7.8%
r	99573	7.6%
	95363	7.3%
t	94321	7.2%
a	94316	7.2%
o	94256	7.2%
d	92331	7.0%
c	88149	6.7%
Other values (39)	243253	18.5%

Debit to Income
Real number (ℝ)

Distinct	67454
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.299241

Minimum	0.67529909
Maximum	39.629862
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	0.67529909
5-th percentile	10.205682
Q1	16.756416
median	22.656658
Q3	30.0484
95-th percentile	37.396621
Maximum	39.629862
Range	38.954563
Interquartile range (IQR)	13.291983

Descriptive statistics

Standard deviation	8.4518237
Coefficient of variation (CV)	0.36275104
Kurtosis	-0.90502119
Mean	23.299241
Median Absolute Deviation (MAD)	6.5435829
Skewness	0.080966764
Sum	1571836.7
Variance	71.433324
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.97736061	2	< 0.1%
22.36852703	2	< 0.1%
18.79251904	2	< 0.1%
35.46709898	2	< 0.1%
24.50545264	2	< 0.1%
17.62506899	2	< 0.1%
27.34419347	2	< 0.1%
38.97468269	2	< 0.1%
24.41063595	2	< 0.1%
37.12728123	1	< 0.1%
Other values (67444)	67444	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.675299086	1	< 0.1%
0.763630198	1	< 0.1%
0.961457001	1	< 0.1%
1.117458713	1	< 0.1%
1.237228585	1	< 0.1%
1.300557774	1	< 0.1%
1.329297599	1	< 0.1%
1.372873946	1	< 0.1%
1.391419093	1	< 0.1%
1.397374381	1	< 0.1%

Value	Count	Frequency (%)
39.62986189	1	< 0.1%
39.62964383	1	< 0.1%
39.6278639	1	< 0.1%
39.62757603	1	< 0.1%
39.62741588	1	< 0.1%
39.62732201	1	< 0.1%
39.62731	1	< 0.1%
39.62664966	1	< 0.1%
39.62590781	1	< 0.1%
39.62567144	1	< 0.1%

Delinquency - two years
Real number (ℝ)

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.32712746

Minimum	0
Maximum	8
Zeros	52054
Zeros (%)	77.2%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.80088838
Coefficient of variation (CV)	2.4482456
Kurtosis	30.676297
Mean	0.32712746
Median Absolute Deviation (MAD)	0
Skewness	4.6350213
Sum	22069
Variance	0.64142219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	52054	77.2%
1	11736	17.4%
2	2651	3.9%
3	445	0.7%
7	252	0.4%
6	191	0.3%
5	74	0.1%
8	44	0.1%
4	16	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	52054	77.2%
1	11736	17.4%
2	2651	3.9%
3	445	0.7%
4	16	< 0.1%
5	74	0.1%
6	191	0.3%
7	252	0.4%
8	44	0.1%

Value	Count	Frequency (%)
8	44	0.1%
7	252	0.4%
6	191	0.3%
5	74	0.1%
4	16	< 0.1%
3	445	0.7%
2	2651	3.9%
1	11736	17.4%
0	52054	77.2%

Inquires - six months
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.14575397

Minimum	0
Maximum	5
Zeros	60486
Zeros (%)	89.7%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.47329129
Coefficient of variation (CV)	3.2471931
Kurtosis	15.143928
Mean	0.14575397
Median Absolute Deviation (MAD)	0
Skewness	3.711972
Sum	9833
Variance	0.22400464
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	60486	89.7%
1	4558	6.8%
2	2042	3.0%
3	320	0.5%
4	54	0.1%
5	3	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	60486	89.7%
1	4558	6.8%
2	2042	3.0%
3	320	0.5%
4	54	0.1%
5	3	< 0.1%

Value	Count	Frequency (%)
5	3	< 0.1%
4	54	0.1%
3	320	0.5%
2	2042	3.0%
1	4558	6.8%
0	60486	89.7%

Open Account
Real number (ℝ)

Distinct	36
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.266561

Minimum	2
Maximum	37
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	2
5-th percentile	7
Q1	10
median	13
Q3	16
95-th percentile	29
Maximum	37
Range	35
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	6.2250604
Coefficient of variation (CV)	0.43633925
Kurtosis	1.821184
Mean	14.266561
Median Absolute Deviation (MAD)	3
Skewness	1.4651073
Sum	962465
Variance	38.751378
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
12	8480	12.6%
13	7907	11.7%
11	7323	10.9%
14	6056	9.0%
10	5804	8.6%
9	4658	6.9%
15	3350	5.0%
8	3141	4.7%
16	2089	3.1%
7	1895	2.8%
Other values (26)	16760	24.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	6	< 0.1%
3	44	0.1%
4	197	0.3%
5	472	0.7%
6	1016	1.5%
7	1895	2.8%
8	3141	4.7%
9	4658	6.9%
10	5804	8.6%
11	7323	10.9%

Value	Count	Frequency (%)
37	94	0.1%
36	152	0.2%
35	231	0.3%
34	346	0.5%
33	499	0.7%
32	513	0.8%
31	564	0.8%
30	631	0.9%
29	590	0.9%
28	668	1.0%

Public Record
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	527.2 KiB

0	62871
1	4133
2	200
4	184
3	75

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	67463
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	62871	93.2%
1	4133	6.1%
2	200	0.3%
4	184	0.3%
3	75	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	62871	93.2%
1	4133	6.1%
2	200	0.3%
4	184	0.3%
3	75	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	62871	93.2%
1	4133	6.1%
2	200	0.3%
4	184	0.3%
3	75	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	67463	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	62871	93.2%
1	4133	6.1%
2	200	0.3%
4	184	0.3%
3	75	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	67463	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	62871	93.2%
1	4133	6.1%
2	200	0.3%
4	184	0.3%
3	75	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	67463	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	62871	93.2%
1	4133	6.1%
2	200	0.3%
4	184	0.3%
3	75	0.1%

Revolving Balance
Real number (ℝ)

Distinct	20582
Distinct (%)	30.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7699.3424

Minimum	0
Maximum	116933
Zeros	7
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	0
5-th percentile	528
Q1	2557
median	5516
Q3	10184.5
95-th percentile	22447.5
Maximum	116933
Range	116933
Interquartile range (IQR)	7627.5

Descriptive statistics

Standard deviation	7836.1482
Coefficient of variation (CV)	1.0177685
Kurtosis	16.903173
Mean	7699.3424
Median Absolute Deviation (MAD)	3469
Skewness	2.9511352
Sum	5.1942074 × 10⁸
Variance	61405218
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1394	18	< 0.1%
3997	16	< 0.1%
311	16	< 0.1%
1202	15	< 0.1%
869	15	< 0.1%
360	15	< 0.1%
829	15	< 0.1%
1252	15	< 0.1%
574	14	< 0.1%
1428	14	< 0.1%
Other values (20572)	67310	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	< 0.1%
1	11	< 0.1%
2	6	< 0.1%
3	7	< 0.1%
4	10	< 0.1%
5	7	< 0.1%
6	6	< 0.1%
7	7	< 0.1%
8	6	< 0.1%
9	8	< 0.1%

Value	Count	Frequency (%)
116933	1	< 0.1%
114621	1	< 0.1%
111223	1	< 0.1%
108050	1	< 0.1%
105820	1	< 0.1%
104159	1	< 0.1%
104133	1	< 0.1%
103901	1	< 0.1%
99484	1	< 0.1%
97895	1	< 0.1%

Revolving Utilities
Real number (ℝ)

Distinct	67458
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.889443

Minimum	0.00517236
Maximum	100.88005
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	0.00517236
5-th percentile	11.714745
Q1	38.658825
median	54.082334
Q3	69.177117
95-th percentile	88.513405
Maximum	100.88005
Range	100.87488
Interquartile range (IQR)	30.518292

Descriptive statistics

Standard deviation	22.53945
Coefficient of variation (CV)	0.42616162
Kurtosis	-0.54489853
Mean	52.889443
Median Absolute Deviation (MAD)	15.239263
Skewness	-0.23724537
Sum	3568080.5
Variance	508.02682
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39.61185859	2	< 0.1%
40.55837053	2	< 0.1%
91.31748448	2	< 0.1%
9.409246945	2	< 0.1%
66.65954626	2	< 0.1%
75.32411353	1	< 0.1%
70.09958645	1	< 0.1%
21.77597781	1	< 0.1%
92.26758399	1	< 0.1%
51.29358823	1	< 0.1%
Other values (67448)	67448	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00517236	1	< 0.1%
0.021283828	1	< 0.1%
0.02999706	1	< 0.1%
0.035816294	1	< 0.1%
0.044888253	1	< 0.1%
0.051037999	1	< 0.1%
0.051458193	1	< 0.1%
0.054950741	1	< 0.1%
0.058213542	1	< 0.1%
0.05911439	1	< 0.1%

Value	Count	Frequency (%)
100.8800498	1	< 0.1%
100.8668139	1	< 0.1%
100.8586132	1	< 0.1%
100.8553354	1	< 0.1%
100.8549743	1	< 0.1%
100.8356926	1	< 0.1%
100.8355207	1	< 0.1%
100.8265117	1	< 0.1%
100.8231983	1	< 0.1%
100.798556	1	< 0.1%

Total Accounts
Real number (ℝ)

Distinct	69
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.627929

Minimum	4
Maximum	72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	4
5-th percentile	6
Q1	13
median	18
Q3	23
95-th percentile	33
Maximum	72
Range	68
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	8.3192464
Coefficient of variation (CV)	0.44660071
Kurtosis	1.3267531
Mean	18.627929
Median Absolute Deviation (MAD)	5
Skewness	0.73412152
Sum	1256696
Variance	69.209861
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	3770	5.6%
17	3727	5.5%
19	3700	5.5%
20	3596	5.3%
16	3404	5.0%
21	3292	4.9%
22	3001	4.4%
15	2993	4.4%
23	2630	3.9%
14	2553	3.8%
Other values (59)	34797	51.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1160	1.7%
5	1329	2.0%
6	1415	2.1%
7	1768	2.6%
8	1958	2.9%
9	2083	3.1%
10	2219	3.3%
11	2155	3.2%
12	2125	3.1%
13	2238	3.3%

Value	Count	Frequency (%)
72	2	< 0.1%
71	2	< 0.1%
70	1	< 0.1%
69	1	< 0.1%
68	3	< 0.1%
67	2	< 0.1%
66	1	< 0.1%
65	8	< 0.1%
64	3	< 0.1%
63	3	< 0.1%

Initial List Status
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	527.2 KiB

w	36299
f	31164

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	67463
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	w
2nd row	f
3rd row	w
4th row	w
5th row	w

Common Values

Value	Count	Frequency (%)
w	36299	53.8%
f	31164	46.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
w	36299	53.8%
f	31164	46.2%

Most occurring characters

Value	Count	Frequency (%)
w	36299	53.8%
f	31164	46.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	67463	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
w	36299	53.8%
f	31164	46.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	67463	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
w	36299	53.8%
f	31164	46.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	67463	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
w	36299	53.8%
f	31164	46.2%

Total Received Interest
Real number (ℝ)

Distinct	67451
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2068.9925

Minimum	4.7367463
Maximum	14301.368
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	4.7367463
5-th percentile	160.09622
Q1	570.90381
median	1330.8428
Q3	2656.9568
95-th percentile	6921.6826
Maximum	14301.368
Range	14296.632
Interquartile range (IQR)	2086.053

Descriptive statistics

Standard deviation	2221.9187
Coefficient of variation (CV)	1.0739134
Kurtosis	5.1874918
Mean	2068.9925
Median Absolute Deviation (MAD)	906.32473
Skewness	2.1352431
Sum	1.3958044 × 10⁸
Variance	4936922.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
437.9250212	2	< 0.1%
2476.701276	2	< 0.1%
941.274347	2	< 0.1%
9061.050032	2	< 0.1%
607.2602052	2	< 0.1%
525.9471228	2	< 0.1%
3174.594809	2	< 0.1%
672.3328503	2	< 0.1%
453.6216698	2	< 0.1%
658.0427657	2	< 0.1%
Other values (67441)	67443	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.736746327	1	< 0.1%
4.740085405	1	< 0.1%
5.029317935	1	< 0.1%
5.037685745	1	< 0.1%
5.121524759	1	< 0.1%
5.167160376	1	< 0.1%
5.307849325	1	< 0.1%
5.397308646	1	< 0.1%
5.486680943	1	< 0.1%
5.521208352	1	< 0.1%

Value	Count	Frequency (%)
14301.36831	1	< 0.1%
14290.59148	1	< 0.1%
14281.46799	1	< 0.1%
14258.3024	1	< 0.1%
14256.74704	1	< 0.1%
14255.15602	1	< 0.1%
14236.69012	1	< 0.1%
14227.81424	1	< 0.1%
14195.13756	1	< 0.1%
14172.13655	1	< 0.1%

Total Received Late Fee
Real number (ℝ)

Distinct	67380
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1439686

Minimum	3.06 × 10^-6
Maximum	42.618882
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	3.06 × 10^-6
5-th percentile	0.0042217567
Q1	0.021113871
median	0.043397546
Q3	0.071883977
95-th percentile	0.14803093
Maximum	42.618882
Range	42.618879
Interquartile range (IQR)	0.050770106

Descriptive statistics

Standard deviation	5.2443651
Coefficient of variation (CV)	4.584361
Kurtosis	25.992569
Mean	1.1439686
Median Absolute Deviation (MAD)	0.024643616
Skewness	5.0845106
Sum	77175.556
Variance	27.503365
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.037407587	2	< 0.1%
0.08816139	2	< 0.1%
0.058945258	2	< 0.1%
0.08077534	2	< 0.1%
0.030372569	2	< 0.1%
0.111829744	2	< 0.1%
9.98 × 10^-5	2	< 0.1%
0.036133219	2	< 0.1%
0.083389349	2	< 0.1%
0.050149162	2	< 0.1%
Other values (67370)	67443	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.06 × 10^-6	1	< 0.1%
3.84 × 10^-6	1	< 0.1%
5.7 × 10^-6	1	< 0.1%
1.27 × 10^-5	1	< 0.1%
1.79 × 10^-5	1	< 0.1%
1.9 × 10^-5	1	< 0.1%
2 × 10^-5	1	< 0.1%
2.07 × 10^-5	1	< 0.1%
2.3 × 10^-5	1	< 0.1%
2.38 × 10^-5	2	< 0.1%

Value	Count	Frequency (%)
42.6188823	1	< 0.1%
42.5951275	1	< 0.1%
42.58806301	1	< 0.1%
42.44903972	1	< 0.1%
42.41656912	1	< 0.1%
42.41545401	1	< 0.1%
42.38591859	1	< 0.1%
42.33250232	1	< 0.1%
42.30642544	1	< 0.1%
42.29851714	1	< 0.1%

Recoveries
Real number (ℝ)

Distinct	67387
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59.691578

Minimum	3.56 × 10^-5
Maximum	4354.4674
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	3.56 × 10^-5
5-th percentile	0.33131175
Q1	1.6298176
median	3.3445241
Q3	5.4537268
95-th percentile	9.1838589
Maximum	4354.4674
Range	4354.4674
Interquartile range (IQR)	3.8239093

Descriptive statistics

Standard deviation	357.02635
Coefficient of variation (CV)	5.9811846
Kurtosis	58.183685
Mean	59.691578
Median Absolute Deviation (MAD)	1.8681336
Skewness	7.3717873
Sum	4026972.9
Variance	127467.81
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.816960301	2	< 0.1%
4.764209111	2	< 0.1%
5.151216155	2	< 0.1%
6.983539658	2	< 0.1%
3.225564581	2	< 0.1%
3.772796302	2	< 0.1%
3.950778781	2	< 0.1%
2.641522989	2	< 0.1%
2.753067871	2	< 0.1%
1.013758103	2	< 0.1%
Other values (67377)	67443	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.56 × 10^-5	1	< 0.1%
9.02 × 10^-5	1	< 0.1%
0.000220811	1	< 0.1%
0.000350407	1	< 0.1%
0.000372444	1	< 0.1%
0.00042457	1	< 0.1%
0.000595908	1	< 0.1%
0.000696606	1	< 0.1%
0.000865389	1	< 0.1%
0.000882372	1	< 0.1%

Value	Count	Frequency (%)
4354.467419	1	< 0.1%
4339.261318	1	< 0.1%
4330.782063	1	< 0.1%
4325.079801	1	< 0.1%
4313.548899	1	< 0.1%
4299.375307	1	< 0.1%
4262.898182	1	< 0.1%
4254.856665	1	< 0.1%
4241.493689	1	< 0.1%
4220.932555	1	< 0.1%

Collection Recovery Fee
Real number (ℝ)

Distinct	67313
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1251409

Minimum	3.62 × 10^-5
Maximum	166.833
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	3.62 × 10^-5
5-th percentile	0.13024329
Q1	0.47625936
median	0.78014063
Q3	1.0705655
95-th percentile	1.426481
Maximum	166.833
Range	166.83296
Interquartile range (IQR)	0.59430618

Descriptive statistics

Standard deviation	3.4898845
Coefficient of variation (CV)	3.101731
Kurtosis	173.3263
Mean	1.1251409
Median Absolute Deviation (MAD)	0.29662508
Skewness	11.102131
Sum	75905.383
Variance	12.179294
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.125373051	3	< 0.1%
0.53373764	2	< 0.1%
0.792153159	2	< 0.1%
1.139062259	2	< 0.1%
0.345641963	2	< 0.1%
1.17911419	2	< 0.1%
0.577143464	2	< 0.1%
0.564290849	2	< 0.1%
1.081363446	2	< 0.1%
1.196215319	2	< 0.1%
Other values (67303)	67442	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.62 × 10^-5	1	< 0.1%
4.5 × 10^-5	1	< 0.1%
7.34 × 10^-5	1	< 0.1%
8.09 × 10^-5	1	< 0.1%
0.000144092	1	< 0.1%
0.000184412	1	< 0.1%
0.000236446	1	< 0.1%
0.000261	1	< 0.1%
0.000359239	1	< 0.1%
0.000390586	1	< 0.1%

Value	Count	Frequency (%)
166.833	1	< 0.1%
54.22278838	1	< 0.1%
53.46508418	1	< 0.1%
51.42711665	1	< 0.1%
51.04841185	1	< 0.1%
50.84705334	1	< 0.1%
50.66485507	1	< 0.1%
49.94395918	1	< 0.1%
49.85959833	1	< 0.1%
49.52562248	1	< 0.1%

Collection 12 months Medical
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	527.2 KiB

0	66026
1	1437

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	67463
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	66026	97.9%
1	1437	2.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	66026	97.9%
1	1437	2.1%

Most occurring characters

Value	Count	Frequency (%)
0	66026	97.9%
1	1437	2.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	67463	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	66026	97.9%
1	1437	2.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	67463	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	66026	97.9%
1	1437	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	67463	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	66026	97.9%
1	1437	2.1%

Application Type
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	527.2 KiB

INDIVIDUAL	67340
JOINT	123

Length

Max length	10
Median length	10
Mean length	9.9908839
Min length	5

Characters and Unicode

Total characters	674015
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	INDIVIDUAL
2nd row	INDIVIDUAL
3rd row	INDIVIDUAL
4th row	INDIVIDUAL
5th row	INDIVIDUAL

Common Values

Value	Count	Frequency (%)
INDIVIDUAL	67340	99.8%
JOINT	123	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
individual	67340	99.8%
joint	123	0.2%

Most occurring characters

Value	Count	Frequency (%)
I	202143	30.0%
D	134680	20.0%
N	67463	10.0%
V	67340	10.0%
U	67340	10.0%
A	67340	10.0%
L	67340	10.0%
J	123	< 0.1%
O	123	< 0.1%
T	123	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	674015	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
I	202143	30.0%
D	134680	20.0%
N	67463	10.0%
V	67340	10.0%
U	67340	10.0%
A	67340	10.0%
L	67340	10.0%
J	123	< 0.1%
O	123	< 0.1%
T	123	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	674015	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
I	202143	30.0%
D	134680	20.0%
N	67463	10.0%
V	67340	10.0%
U	67340	10.0%
A	67340	10.0%
L	67340	10.0%
J	123	< 0.1%
O	123	< 0.1%
T	123	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	674015	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
I	202143	30.0%
D	134680	20.0%
N	67463	10.0%
V	67340	10.0%
U	67340	10.0%
A	67340	10.0%
L	67340	10.0%
J	123	< 0.1%
O	123	< 0.1%
T	123	< 0.1%

Last week Pay
Real number (ℝ)

Distinct	162
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	71.16326

Minimum	0
Maximum	161
Zeros	131
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	0
5-th percentile	9
Q1	35
median	68
Q3	105
95-th percentile	147
Maximum	161
Range	161
Interquartile range (IQR)	70

Descriptive statistics

Standard deviation	43.315845
Coefficient of variation (CV)	0.6086827
Kurtosis	-0.98490299
Mean	71.16326
Median Absolute Deviation (MAD)	35
Skewness	0.26198885
Sum	4800887
Variance	1876.2625
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	743	1.1%
13	729	1.1%
12	714	1.1%
11	713	1.1%
10	710	1.1%
15	695	1.0%
16	661	1.0%
9	638	0.9%
17	624	0.9%
18	596	0.9%
Other values (152)	60640	89.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	131	0.2%
1	141	0.2%
2	203	0.3%
3	252	0.4%
4	289	0.4%
5	369	0.5%
6	402	0.6%
7	485	0.7%
8	595	0.9%
9	638	0.9%

Value	Count	Frequency (%)
161	163	0.2%
160	174	0.3%
159	204	0.3%
158	213	0.3%
157	239	0.4%
156	232	0.3%
155	239	0.4%
154	238	0.4%
153	261	0.4%
152	253	0.4%

Accounts Delinquent
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	527.2 KiB

0	67463

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	67463
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	67463	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	67463	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	67463	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	67463	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	67463	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	67463	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	67463	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	67463	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	67463	100.0%

Total Collection Amount
Real number (ℝ)

Distinct	2193
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	146.46799

Minimum	1
Maximum	16421
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	1
5-th percentile	9
Q1	24
median	36
Q3	46
95-th percentile	496
Maximum	16421
Range	16420
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	744.38223
Coefficient of variation (CV)	5.0822179
Kurtosis	207.01677
Mean	146.46799
Median Absolute Deviation (MAD)	11
Skewness	12.910972
Sum	9881170
Variance	554104.91
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	1665	2.5%
37	1656	2.5%
36	1637	2.4%
41	1623	2.4%
40	1622	2.4%
35	1616	2.4%
34	1597	2.4%
33	1590	2.4%
42	1566	2.3%
32	1565	2.3%
Other values (2183)	51326	76.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	310	0.5%
2	320	0.5%
3	344	0.5%
4	390	0.6%
5	413	0.6%
6	452	0.7%
7	477	0.7%
8	533	0.8%
9	563	0.8%
10	618	0.9%

Value	Count	Frequency (%)
16421	1	< 0.1%
16385	1	< 0.1%
16086	1	< 0.1%
16013	1	< 0.1%
15956	1	< 0.1%
15916	1	< 0.1%
15895	1	< 0.1%
15663	1	< 0.1%
15460	1	< 0.1%
15459	1	< 0.1%

Total Current Balance
Real number (ℝ)

Distinct	60901
Distinct (%)	90.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	159573.93

Minimum	617
Maximum	1177412
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	617
5-th percentile	18215.3
Q1	50379
median	118369
Q3	228375
95-th percentile	432485.9
Maximum	1177412
Range	1176795
Interquartile range (IQR)	177996

Descriptive statistics

Standard deviation	139033.25
Coefficient of variation (CV)	0.87127792
Kurtosis	3.1257696
Mean	159573.93
Median Absolute Deviation (MAD)	78486
Skewness	1.5115779
Sum	1.0765336 × 10¹⁰
Variance	1.9330243 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51737	5	< 0.1%
36268	5	< 0.1%
69865	4	< 0.1%
51723	4	< 0.1%
44225	4	< 0.1%
82583	4	< 0.1%
85459	4	< 0.1%
34633	4	< 0.1%
40640	4	< 0.1%
40288	4	< 0.1%
Other values (60891)	67421	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
617	1	< 0.1%
623	1	< 0.1%
628	1	< 0.1%
630	1	< 0.1%
667	1	< 0.1%
681	1	< 0.1%
691	1	< 0.1%
707	1	< 0.1%
710	1	< 0.1%
798	1	< 0.1%

Value	Count	Frequency (%)
1177412	1	< 0.1%
1165601	1	< 0.1%
1157944	1	< 0.1%
1150619	1	< 0.1%
1145991	1	< 0.1%
1140709	1	< 0.1%
1128432	1	< 0.1%
1114351	1	< 0.1%
1091714	1	< 0.1%
1071342	1	< 0.1%

Total Revolving Credit Limit
Real number (ℝ)

Distinct	37708
Distinct (%)	55.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23123.006

Minimum	1000
Maximum	201169
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	527.2 KiB

Quantile statistics

Minimum	1000
5-th percentile	2723.2
Q1	8155.5
median	16733
Q3	32146.5
95-th percentile	63298.9
Maximum	201169
Range	200169
Interquartile range (IQR)	23991

Descriptive statistics

Standard deviation	20916.7
Coefficient of variation (CV)	0.90458396
Kurtosis	5.9800859
Mean	23123.006
Median Absolute Deviation (MAD)	10394
Skewness	1.9771503
Sum	1.5599473 × 10⁹
Variance	4.3750834 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5310	10	< 0.1%
7026	10	< 0.1%
6083	9	< 0.1%
4754	9	< 0.1%
5413	9	< 0.1%
5642	9	< 0.1%
7058	9	< 0.1%
12364	9	< 0.1%
4895	8	< 0.1%
11614	8	< 0.1%
Other values (37698)	67373	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1000	2	< 0.1%
1001	5	< 0.1%
1003	1	< 0.1%
1005	3	< 0.1%
1007	1	< 0.1%
1008	5	< 0.1%
1009	1	< 0.1%
1010	3	< 0.1%
1011	4	< 0.1%
1013	1	< 0.1%

Value	Count	Frequency (%)
201169	1	< 0.1%
197112	1	< 0.1%
193312	1	< 0.1%
192276	1	< 0.1%
190060	1	< 0.1%
189087	1	< 0.1%
188063	1	< 0.1%
185719	1	< 0.1%
185594	1	< 0.1%
184987	1	< 0.1%

Loan Status
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	527.2 KiB

0	61222
1	6241

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	67463
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	61222	90.7%
1	6241	9.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	61222	90.7%
1	6241	9.3%

Most occurring characters

Value	Count	Frequency (%)
0	61222	90.7%
1	6241	9.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	67463	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	61222	90.7%
1	6241	9.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	67463	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	61222	90.7%
1	6241	9.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	67463	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	61222	90.7%
1	6241	9.3%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	ID	Loan Amount	Funded Amount	Funded Amount Investor	Term	Batch Enrolled	Interest Rate	Grade	Sub Grade	Employment Duration	Home Ownership	Verification Status	Payment Plan	Loan Title	Debit to Income	Delinquency - two years	Inquires - six months	Open Account	Public Record	Revolving Balance	Revolving Utilities	Total Accounts	Initial List Status	Total Received Interest	Total Received Late Fee	Recoveries	Collection Recovery Fee	Application Type	Last week Pay	Total Collection Amount	Total Current Balance	Total Revolving Credit Limit
0	65087372	10000	32236	12329.362860	59	BAT2522922	11.135007	B	C4	MORTGAGE	176346.62670	Not Verified	n	Debt Consolidation	16.284758	1	0	13	0	24246	74.932551	7	w	2929.646315	0.102055	2.498291	0.793724	INDIVIDUAL	49	31	311301	6619
1	1450153	3609	11940	12191.996920	59	BAT1586599	12.237563	C	D3	RENT	39833.92100	Source Verified	n	Debt consolidation	15.412409	0	0	12	0	812	78.297186	13	f	772.769385	0.036181	2.377215	0.974821	INDIVIDUAL	109	53	182610	20885
2	1969101	28276	9311	21603.224550	59	BAT2136391	12.545884	F	D4	MORTGAGE	91506.69105	Source Verified	n	Debt Consolidation	28.137619	0	0	14	0	1843	2.073040	20	w	863.324396	18.778660	4.316277	1.020075	INDIVIDUAL	66	34	89801	26155
3	6651430	11170	6954	17877.155850	59	BAT2428731	16.731201	C	C3	MORTGAGE	108286.57590	Source Verified	n	Debt consolidation	18.043730	1	0	7	0	13819	67.467951	12	w	288.173196	0.044131	0.107020	0.749971	INDIVIDUAL	39	40	9189	60214
4	14354669	16890	13226	13539.926670	59	BAT5341619	15.008300	C	D4	MORTGAGE	44234.82545	Source Verified	n	Credit card refinancing	17.209886	1	3	13	1	1544	85.250761	22	w	129.239553	19.306646	1294.818751	0.368953	INDIVIDUAL	18	430	126029	22579
5	50509046	34631	30203	8635.931613	36	BAT4694572	17.246986	B	G5	RENT	98957.47561	Not Verified	n	Credit card refinancing	7.914333	3	2	16	0	2277	51.564476	20	w	464.818124	0.088584	5.043575	0.581688	INDIVIDUAL	32	42	51252	27480
6	32737431	30844	19773	15777.511830	59	BAT4808022	10.731432	C	C5	RENT	102391.82430	Verified	n	Home improvement	15.083911	0	0	11	0	14501	46.808804	37	w	525.738109	0.083528	3.167937	0.553076	INDIVIDUAL	71	3388	42069	31068
7	63151650	20744	10609	7645.014802	58	BAT2558388	13.993688	A	A5	OWN	61723.52014	Not Verified	n	Debt consolidation	29.829715	0	0	14	0	13067	23.936624	33	w	1350.245212	0.044965	0.098448	0.047589	INDIVIDUAL	87	48	184909	43303
8	4279662	9299	11238	13429.456610	59	BAT5341619	11.178457	G	C2	MORTGAGE	63205.09072	Verified	n	Credit card refinancing	26.244710	0	0	6	0	549	15.947386	17	w	4140.198978	0.017106	0.530214	0.216985	INDIVIDUAL	144	26	68126	7482
9	4431034	19232	8962	7004.097481	58	BAT2078974	5.520413	C	B5	RENT	42015.46586	Source Verified	n	Credit card refinancing	10.048549	1	0	11	0	1361	35.073345	30	f	2149.666963	0.008338	2.912215	0.886864	INDIVIDUAL	9	35	71650	14871

	ID	Loan Amount	Funded Amount	Funded Amount Investor	Term	Batch Enrolled	Interest Rate	Grade	Sub Grade	Employment Duration	Home Ownership	Verification Status	Payment Plan	Loan Title	Debit to Income	Delinquency - two years	Open Account	Public Record	Revolving Balance	Revolving Utilities	Total Accounts	Initial List Status	Total Received Interest	Total Received Late Fee	Recoveries	Collection Recovery Fee	Application Type	Last week Pay	Total Collection Amount	Total Current Balance	Total Revolving Credit Limit	Loan Status
67453	14669554	31161	16000	8386.746929	59	BAT4808022	6.524646	A	C2	MORTGAGE	81220.63670	Source Verified	n	Debt consolidation	34.387740	0	9	0	505	51.613314	22	f	1057.826002	0.006861	1.109081	0.942539	INDIVIDUAL	9	39	92043	9705	0
67454	3793301	9712	25896	8740.589841	58	BAT2136391	14.729811	B	A3	MORTGAGE	39889.60578	Not Verified	n	Credit card refinancing	29.475335	0	11	0	263	25.113762	19	f	2934.540277	0.028737	0.255695	1.083093	INDIVIDUAL	36	18	311173	46724	0
67455	60961518	5127	16956	13917.485220	59	BAT2522922	19.388683	C	F3	MORTGAGE	99748.53668	Source Verified	n	Credit card refinancing	33.622294	0	10	0	1296	49.160800	18	f	265.479968	0.093146	1.805152	1.085486	INDIVIDUAL	36	39	4398	116219	0
67456	39022390	11703	19736	9972.202696	59	BAT5547201	11.430757	E	D4	MORTGAGE	50548.01172	Source Verified	n	Credit card refinancing	32.637618	0	14	0	7787	7.360718	24	f	380.907394	0.067863	1.233240	0.778051	INDIVIDUAL	29	31	74453	9771	0
67457	7273094	11440	17672	22965.762900	59	BAT2558388	15.025260	C	B1	RENT	76128.78634	Verified	n	Debt consolidation	21.929698	0	8	0	5260	12.080662	7	w	2258.038712	0.010722	0.061096	0.325564	INDIVIDUAL	151	38	859647	21468	0
67458	16164945	13601	6848	13175.285830	59	BAT3193689	9.408858	C	A4	MORTGAGE	83961.15003	Verified	n	Credit card refinancing	28.105127	1	13	0	4112	97.779389	19	w	1978.945960	0.023478	564.614852	0.865230	INDIVIDUAL	69	48	181775	34301	1
67459	35182714	8323	11046	15637.463010	59	BAT1780517	9.972104	C	B3	RENT	65491.12817	Source Verified	n	Credit card refinancing	17.694279	0	12	0	9737	15.690703	14	w	3100.803125	0.027095	2.015494	1.403368	INDIVIDUAL	14	37	22692	8714	0
67460	16435904	15897	32921	12329.457750	59	BAT1761981	19.650943	A	F3	MORTGAGE	34813.96985	Verified	n	Lending loan	10.295774	0	7	1	2195	1.500090	9	w	2691.995532	0.028212	5.673092	1.607093	INDIVIDUAL	137	17	176857	42330	0
67461	5300325	16567	4975	21353.684650	59	BAT2333412	13.169095	D	E3	OWN	96938.83564	Not Verified	n	Debt consolidation	7.614624	0	14	0	1172	68.481882	15	f	3659.334202	0.074508	1.157454	0.207608	INDIVIDUAL	73	61	361339	39075	0
67462	65443173	15353	29875	14207.448600	59	BAT1930365	16.034631	B	D1	MORTGAGE	105123.15580	Verified	n	Debt consolidation	16.052112	0	30	0	8762	81.692328	16	f	1324.255922	0.000671	1.856480	0.366386	INDIVIDUAL	54	47	196960	66060	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Uppercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script